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Description

Inkling-Small is an efficient Mixture-of-Experts transformer model built to provide performance comparable to Inkling while using a much smaller active parameter footprint. The model has 276 billion total parameters and 12 billion active parameters, making it designed for strong capability with more efficient compute usage. Inkling-Small was trained on NVIDIA GB300 NVL72 systems and supports native reasoning across text, images, and audio. It offers context windows of up to one million tokens, making it suitable for long documents, large codebases, multimodal context, and extended agent workflows. Users can set reasoning effort from minimal to extra high to control the balance between speed, cost, compute, and task complexity. The model benefits from improved pre-training data, post-training with on-policy distillation from Inkling, and extended agentic coding reinforcement learning. These improvements helped Inkling-Small surpass its larger counterpart on reasoning and coding benchmarks. Its encoder-free multimodal architecture processes audio as dMel spectrograms and images as 40-by-40-pixel patches alongside text tokens. By combining efficient MoE scaling, long-context reasoning, multimodal input, coding strength, and adjustable thinking effort, Inkling-Small is built for practical high-performance AI deployment.

Description

Salesforce Koa represents the company's inaugural CRM reasoning model tailored for Agentforce, developed using NVIDIA Nemotron and enhanced by 27 years of accumulated Salesforce CRM expertise to navigate intricate, multi-step tasks in enterprise environments. Rooted in nearly three decades of CRM application experience, it has undergone additional training on a unique synthetic dataset that reflects authentic business processes, workflows, and operational regulations. The scenarios employed during training are designed to replicate the reasoning, tool utilization, and decision-making processes that Agentforce agents engage in throughout the customer journey, which includes activities like lead generation, opportunity qualification, and service case resolution, applicable across over 14 different sectors. Koa is specifically crafted for precise CRM functions and is assessed using Salesforce CRM Bench, incorporating genuine workflows such as opportunity updates, case routing, and follow-up scheduling. According to Salesforce, Koa achieves an 11% increase in accuracy for selecting appropriate actions and recalls customer context with a reliability that is 2.1 times greater than previous models. This innovative approach not only enhances efficiency but also significantly improves the overall customer experience across the board.

API Access

Has API Yes 

API Access

Has API No 

Screenshots View All

Screenshots View All

Integrations

Model Context Protocol (MCP) Yes 
NVIDIA Nemotron No 
Salesforce No 
Salesforce Agentforce No 
Tinker Yes 

Integrations

Model Context Protocol (MCP) No 
NVIDIA Nemotron Yes 
Salesforce Yes 
Salesforce Agentforce Yes 
Tinker No 

Pricing Details

$0.30 per million input tokens
$0.30 per million input tokens and $1.20 per million output tokens
Free Trial No 
Free Version No 

Pricing Details

No price information available.
Free Trial Yes 
Free Version No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours Yes 
Live Rep (24/7) Yes 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs Yes 
Webinars Yes 
Live Training (Online) Yes 
In Person No 

Vendor Details

Company Name

Thinking Machines Lab

Founded

2025

Country

United States

Website

thinkingmachines.ai/news/inkling-small/

Vendor Details

Company Name

Salesforce

Founded

1999

Country

United States

Website

www.salesforce.com/agentforce/koa/

Product Features

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